Autonomous research agent

Your research
never sleeps.

Fidel fits scientific models, monitors experiments, and delivers results on your schedule — no manual runs, no babysitting, no Monday morning surprises.

The problem

Every week you spend hours rerunning the same analyses.
Refitting models. Replotting data. Redoing what worked last month.
Science moves slow because researchers are stuck doing the same manual work over and over.

Fidel is the colleague who handles it for you.

How it works

Define once. Receive forever.

01

Describe your model

Tell Fidel what you're fitting — regression, classification, time series, image registration. Specify the objective function and constraints.

model: linear_regression
target: R² > 0.94
schedule: every Monday 08:00
02

Fidel runs it

Autonomously fits your model against new data as it arrives. Handles preprocessing, regularization selection, cross-validation, and convergence checks.

✓ 847 iterations
✓ Converged: 0.001
✓ R² = 0.961
03

Results land in your inbox

Fitted parameters, diagnostic plots, significance tests, and a plain-English summary — delivered before you open your laptop.

Sent 08:01 — Mon Jun 09
3 parameter updates detected
Plot attached
What you get

Everything a working researcher needs.

Autonomous fitting

No more manually triggering runs. Fidel monitors your data pipeline and re-runs analyses automatically when new data arrives or on your schedule.

Diagnostic reports

Every run includes convergence diagnostics, residual analysis, and a clear verdict: did the model improve or degrade? You get signal, not noise.

Schedule-driven

Daily, weekly, or triggered — Fidel runs when you need it, not when you remember to start it. Set it and trust it.

Drift detection

When your model's predictions start degrading — because the underlying data has shifted — Fidel flags it before you ship bad results.

Plain-English summaries

No LaTeX required. Fidel writes up what changed, what it means, and what you should pay attention to. Readable by your whole team.

Learns your context

Fidel remembers which models you've run, what parameters you've tried, and what the data typically looks like. It's not a black box — it's your research memory.

Science moves at the speed of your most tedious task.
Fidel makes that task disappear.